公开(公告)号：US11868470B2

公开(公告)日：2024-01-09

申请号：US17147367

申请日：2021-01-12

Applicant: Raytheon Company

Inventor： Ryan Howard Thomson ,  Ross Mackinnon ,  Brandon Woolley

IPC: G06F21/56 ,  G06N5/04 ,  G06N20/00

CPC classification number: G06F21/562 ,  G06N5/04 ,  G06N20/00 ,  G06F2221/033

Abstract: A system and method for detecting embedded malware from a device including a receiver for receiving embedded binary image; a memory for encoding and storing the received embedded binary image; and one or more processors coupled to the receiver. The method includes extracting statistical features from the encoded embedded binary image; producing gridded data from the statistical features, using SV; inputting the gridded data to a machine learning (ML) trained to detect embedded malware from the gridded data; and determining whether the embedded binary image is benign or malware.

公开(公告)号：US20220222341A1

公开(公告)日：2022-07-14

申请号：US17147367

申请日：2021-01-12

Applicant: Raytheon Company

Inventor： Ryan Howard Thomson ,  Ross Mackinnon ,  Brandon Woolley

IPC: G06F21/56 ,  G06N20/00 ,  G06N5/04

Abstract: A system and method for detecting embedded malware from a device including a receiver for receiving embedded binary image; a memory for encoding and storing the received embedded binary image; and one or more processors coupled to the receiver. The method includes extracting statistical features from the encoded embedded binary image; producing gridded data from the statistical features, using SV; inputting the gridded data to a machine learning (ML) trained to detect embedded malware from the gridded data; and determining whether the embedded binary image is benign or malware.